Dakota Johnson and Chris Martin appear to be on a beach vacation full of love.

Just a few days after Madame Web made its theatrical debut, the 34-year-old actress and Coldplay’s 46-year-old lead vocalist were caught holding hands while wading in the ocean in Puerto Vallarta, Mexico, on Monday.

Johnson wore a plain white one-piece swimsuit and patterned grey swim trunks that looked comfortable. They appeared to be peering out at the waves, examining them.

Johnson and Martin, who began dating in 2017, have kept a very discreet relationship. Even when they do attend activities together, the pair maintains a low level of physical contact.

The U.K.-born singer was formerly married to Gwyneth Paltrow from 2003 to 2016. The former couple has two children: Moses (17) and Apple (19).

Paltrow and Johnson are actually very good friends.

The Ironman actress even shared a cheery selfie of herself holding hands with Johnson on Instagram in November as part of a Q&A session with her 8.3 million fans.

The women were photographed standing together on a tranquil street, looking gorgeous with caps, coats, jeans, and trainers. With one hand securely held in union, they placed the other in their coat pocket.